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成组BFGS修正的紧凑形式与成组记忆修正算法
引用本文:顾桂定,王德人.成组BFGS修正的紧凑形式与成组记忆修正算法[J].计算数学,1999,21(4):417-428.
作者姓名:顾桂定  王德人
作者单位:1. 复旦大学数学所
2. 上海大学数学系
基金项目:国家自然科学基金!19971057,上海市高校科技发展基金
摘    要:1.引言实际问题中经常要遇到一族函数极小值问题的求解,即minfi(x),i=1,...,P;(1.1)其中人:R"、R具有公共的Hessian矩阵G(x)。7'fi(x),r是适中的数值.如在各种负载下的弹性体研究中,即要遇到问题(l.I)的求解,其中人(C)一人C)+qC十C;(=1,...,....对于不同的比则人(X)具有不同的极小点和不同的梯度D人(X),但具有相同的Hessian矩阵G(X).1994年,O'Leary等【']把拟一Newton算法推广至成组形式(multiPleversio...,…

关 键 词:函数极小值  算法  成组型算法  有记忆算法
修稿时间:1997年6月20日收到.

REPRESENTATION OF MULTIPLE BFGS'S UPDATINGMATRIX AND MULTIPLE VERSION OF BFGS'S METHODWITH LIMITED STORAGE
Gu Guiding,Wang Deren.REPRESENTATION OF MULTIPLE BFGS'S UPDATINGMATRIX AND MULTIPLE VERSION OF BFGS'S METHODWITH LIMITED STORAGE[J].Mathematica Numerica Sinica,1999,21(4):417-428.
Authors:Gu Guiding  Wang Deren
Institution:Gu Guiding(Mathematics institute, Fudan University, Shanghai)Wang Deren(Mathematics Department, Shanghai University, Shanghai)
Abstract:In 1994, O'leary and Yeremin extended the quasi-Newton method for minimizing a collection of functions with a common Hessian matrix to the block version,and discussed some algebraic properties of this block quasi-Newton method. In thispaper, we derive compact representations of the block BFGS's updating matrices.These representations allow us to efficiently implement limited memory methods,e.g., the limited memory BFGS method, for minimizing a collection of functionswith a common Hessian matrix. The method relieves the requirement for the storage counts and has the savings in the operation counts, in particular, for large scaleproblems. The numerical experiments for the multiple unconstrained optimizationproblems show that the method works efficiently. Compared with O'Leary's multiple version of BFGS method, our multiple version of the limited memory BFGSmethod is more efficient in the total operation counts and the storage counts.
Keywords:BFGS  Minimization of function  BFGS's method  block method  limited memory method
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